{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lorenz attractor plotting example\n",
    "\n",
    "This example is based on the following original matplotlib's example code:\n",
    "\n",
    "- http://matplotlib.org/examples/mplot3d/lorenz_attractor.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "true"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "require 'matplotlib/iruby'\n",
    "Matplotlib::IRuby.activate\n",
    "plt = Matplotlib::Pyplot\n",
    "\n",
    "require 'pycall/import'\n",
    "include PyCall::Import\n",
    "pyimport :numpy, as: :np\n",
    "\n",
    "require 'matplotlib/axes_3d' # enable 3d plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       ":lorenz"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def lorenz(x, y, z, s: 10, r: 28, b: 2.667)\n",
    "  x_dot = s * (y - x)\n",
    "  y_dot = r * x - y - x * z\n",
    "  z_dot = x * y - b * z\n",
    "  [x_dot, y_dot, z_dot]\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = 0.01\n",
    "stepCnt = 10_000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Need one more for the initial values\n",
    "xs = np.empty([stepCnt + 1])\n",
    "ys = np.empty([stepCnt + 1])\n",
    "zs = np.empty([stepCnt + 1])\n",
    "nil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.0, 1.0, 1.05]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Setting initial values\n",
    "xs[0], ys[0], zs[0] = 0.0, 1.0, 1.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Stepping through \"time\".\n",
    "stepCnt.times do |i|\n",
    "  # Derivatives of the X, Y, Z state\n",
    "  x_dot, y_dot, z_dot = lorenz(xs[i], ys[i], zs[i])\n",
    "  xs[i + 1] = xs[i] + (x_dot * dt)\n",
    "  ys[i + 1] = ys[i] + (y_dot * dt)\n",
    "  zs[i + 1] = zs[i] + (z_dot * dt)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "#<Matplotlib::Figure:0x007fd68e27e220 @__pyptr__=#<PyCall::PyPtr:0x007fd68e27e270 type=Figure addr=0x0000010a4fea20>>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "#<Object:0x007fd68e27f800 @__pyptr__=#<PyCall::PyPtr:0x007fd68e27f7d8 type=Text addr=0x0000010a551588>>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.gca(projection: '3d')\n",
    "\n",
    "ax.plot(xs, ys, zs, lw: 0.5)\n",
    "ax.set_xlabel(\"X Axis\")\n",
    "ax.set_ylabel(\"Y Axis\")\n",
    "ax.set_zlabel(\"Z Axis\")\n",
    "ax.set_title(\"Lorenz Attractor\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Ruby 2.4.1",
   "language": "ruby",
   "name": "ruby"
  },
  "language_info": {
   "file_extension": ".rb",
   "mimetype": "application/x-ruby",
   "name": "ruby",
   "version": "2.4.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
